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Record W4396989263 · doi:10.1681/asn.20223311s1264a

Pregnancy History and Disease Progression Among Women Enrolled in Cure Glomerulopathy (CureGN)

2022· article· en· W4396989263 on OpenAlexaff
Monica L. Reynolds, Andrea L. Oliverio, Jarcy Zee, Isabelle Ayoub, Salem Almaani, Dana V. Rizk, Michelle M. O’Shaughnessy, Elizabeth Hendren, Tetyana L. Vasylyeva, Shikha Wadhwani, Julia Steinke, Meryl Waldman, Margaret Helmuth, Carla Nester, Nada Alachkar, Carmen Ávila-Casado, Michelle Hladunewich, Laura H. Mariani

Bibliographic record

VenueJournal of the American Society of Nephrology · 2022
Typearticle
Languageen
FieldMedicine
TopicPregnancy and Medication Impact
Canadian institutionsHealth Sciences CentreSunnybrook Health Science CentreUniversity of Toronto
Fundersnot available
KeywordsGlomerulopathyPregnancyMedicineDiseaseInternal medicineObstetricsGynecologyProteinuriaKidney

Abstract

fetched live from OpenAlex

Background: Preeclampsia increases risk for future CKD, possibly through sustained endothelial and podocyte dysfunction. Utilizing CureGN, a longitudinal glomerular disease cohort study, we assessed if complicated pregnancy history was associated with disease progression. Methods: Adult women were classified based on self-reported history of complicated pregnancy (worsening blood pressure, worsening kidney function, increased proteinuria, preeclampsia, eclampsia, or HELLP), pregnancy without these complications, or no pregnancy prior to CureGN enrollment. Linear mixed models assessed associations between complicated pregnancy history and eGFR trajectory as well as UPCR from enrollment. Results: Of 780 women with median follow-up of 32 months, the adjusted eGFR decline [95% CI] was faster in women with a history of complicated pregnancy compared to those without complications or no pregnancy (-2.1 [-2.9, -1.4] vs -0.9 [-1.4, -0.5] and -0.7 [-1.3, -0.1] mL/min/1.73m2 per year, p = 0.01) (Figure). Proteinuria trend did not differ significantly by pregnancy history. Among women with complicated pregnancy (n=124), eGFR slope did not differ significantly by timing of first complicated pregnancy relative to GN diagnosis. Conclusions: A history of complicated pregnancy, occurring at any length of time from GN diagnosis, was associated with faster eGFR decline following CureGN enrollment. A detailed obstetric history may inform counseling regarding disease progression in women with GN. Continued research is warranted to identify biological pathways between complicated pregnancy and progressive glomerular disease.Predicted values of eGFR (95% CI) by pregnancy history from adjusted linear mixed model

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.274
Teacher spread0.262 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

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